Do fat burning foods really exist. The answer is yes. When fat burning is the ultimate goal a diet low in carbohydrates high in lean proteins and fruit and vegetables, especially fibrous ones should be adhered to. Essential fats should be taken in the form of virgin olive oil and oily nuts such as almonds or walnuts.